{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "signal: [[-0.145 -0.065]\n",
      " [-0.145 -0.065]\n",
      " [-0.145 -0.065]\n",
      " ...\n",
      " [-0.355 -0.27 ]\n",
      " [-0.38  -0.285]\n",
      " [-0.39  -0.29 ]]\n",
      "fields: {'fs': 360, 'sig_len': 1500, 'n_sig': 2, 'base_date': None, 'base_time': None, 'units': ['mV', 'mV'], 'sig_name': ['MLII', 'V5'], 'comments': ['69 M 1085 1629 x1', 'Aldomet, Inderal']}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用rdsamp函数读取数据并画图\n",
    "\n",
    "import wfdb\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 原文: https://blog.csdn.net/weixin_44191286/article/details/86305591\n",
    "\n",
    "signal, fields=wfdb.rdsamp('100',channels=[0, 1], sampfrom=0, sampto=1500, pn_dir='mitdb')\n",
    "#mitdb数据库的是数据是两导联，格式是[650000,2]的数据，channels是选择读取哪一个导联的\n",
    "\n",
    "print('signal:',signal)\n",
    "print('fields:',fields)\n",
    "plt.plot(signal)\n",
    "plt.ylabel(fields['units'][0])\n",
    "plt.legend([fields['sig_name'][0],fields['sig_name'][1]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "annotation: {'record_name': '100', 'extension': 'atr', 'sample': array([  18,   77,  370,  662,  946, 1231, 1515, 1809, 2044, 2402, 2706,\n",
      "       2998, 3282, 3560]), 'symbol': ['+', 'N', 'N', 'N', 'N', 'N', 'N', 'N', 'A', 'N', 'N', 'N', 'N', 'N'], 'subtype': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]), 'chan': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]), 'num': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]), 'aux_note': ['(N\\x00', '', '', '', '', '', '', '', '', '', '', '', '', ''], 'fs': 360, 'label_store': None, 'description': None, 'custom_labels': None, 'contained_labels': None, 'ann_len': 14}\n",
      "record: {'record_name': '100', 'n_sig': 2, 'fs': 360, 'counter_freq': None, 'base_counter': None, 'sig_len': 3600, 'base_time': None, 'base_date': None, 'comments': ['69 M 1085 1629 x1', 'Aldomet, Inderal'], 'sig_name': ['MLII', 'V5'], 'p_signal': array([[-0.145, -0.065],\n",
      "       [-0.145, -0.065],\n",
      "       [-0.145, -0.065],\n",
      "       ...,\n",
      "       [-0.39 , -0.295],\n",
      "       [-0.4  , -0.29 ],\n",
      "       [-0.405, -0.285]]), 'd_signal': None, 'e_p_signal': None, 'e_d_signal': None, 'file_name': ['100.dat', '100.dat'], 'fmt': ['212', '212'], 'samps_per_frame': [1, 1], 'skew': [None, None], 'byte_offset': [None, None], 'adc_gain': [200.0, 200.0], 'baseline': [1024, 1024], 'units': ['mV', 'mV'], 'adc_res': [11, 11], 'adc_zero': [1024, 1024], 'init_value': [995, 1011], 'checksum': [48184, 1171], 'block_size': [0, 0]}\n",
      "signal: [[-0.145 -0.065]\n",
      " [-0.145 -0.065]\n",
      " [-0.145 -0.065]\n",
      " ...\n",
      " [-0.39  -0.295]\n",
      " [-0.4   -0.29 ]\n",
      " [-0.405 -0.285]]\n"
     ]
    }
   ],
   "source": [
    "# Demo2–读取ECG信号和标记并画图\n",
    "record=wfdb.rdrecord('100', sampto=3600, pn_dir='mitdb/')\n",
    "annotation=wfdb.rdann('100', 'atr',sampto=3600, pn_dir='mitdb/')\n",
    "\n",
    "wfdb.plot_wfdb(record=record, annotation=annotation,\n",
    "               title='Record 100 from MIT-BIH Arrhythmia Database', time_units='seconds')\n",
    "\n",
    "\n",
    "print('annotation:',annotation.__dict__)\n",
    "print('record:',record.__dict__)\n",
    "print('signal:',record.p_signal)#这个record其实并不是字典需要用点操作符取出值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'record_name': '100', 'n_sig': 2, 'fs': 360, 'counter_freq': None, 'base_counter': None, 'sig_len': 650000, 'base_time': None, 'base_date': None, 'comments': ['69 M 1085 1629 x1', 'Aldomet, Inderal'], 'sig_name': ['MLII', 'V5'], 'p_signal': None, 'd_signal': None, 'e_p_signal': None, 'e_d_signal': None, 'file_name': ['100.dat', '100.dat'], 'fmt': ['212', '212'], 'samps_per_frame': [1, 1], 'skew': [None, None], 'byte_offset': [None, None], 'adc_gain': [200.0, 200.0], 'baseline': [1024, 1024], 'units': ['mV', 'mV'], 'adc_res': [11, 11], 'adc_zero': [1024, 1024], 'init_value': [995, 1011], 'checksum': [-22131, 20052], 'block_size': [0, 0]}\n"
     ]
    }
   ],
   "source": [
    "# 仅仅读取头文件\n",
    "record=wfdb.rdheader('100', pn_dir='mitdb/')\n",
    "print(record.__dict__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uncorrected gqrs detected peak indeices: [357, 650, 934, 1219, 1502, 1797, 2032, 2390, 2693, 2985, 3270, 3547, 3850, 4158, 4453, 4752, 5048, 5334, 5621, 5906, 6202, 6514, 6811, 7093, 7379, 7657, 7940, 8233, 8526, 8825, 9129, 9419, 9698]\n",
      "Corrected gqrs detected peak indices: [370, 663, 947, 1231, 1515, 1809, 2045, 2403, 2706, 2998, 3283, 3560, 3863, 4171, 4466, 4765, 5061, 5347, 5634, 5919, 6215, 6527, 6824, 7106, 7393, 7670, 7953, 8246, 8539, 8837, 9142, 9432, 9710]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ECG信号处理\n",
    "import matplotlib.pyplot as plt\n",
    "import wfdb\n",
    "from wfdb import processing\n",
    "import numpy as np\n",
    "#使用gqrs定位算法矫正峰值位置\n",
    "def peaks_hr(sig, peak_inds, fs, title, figsize=(20,10), saveto=None):\n",
    "    #这个函数是用来画出信号峰值和心律\n",
    "    #计算心律\n",
    "    hrs=processing.compute_hr(sig_len=sig.shape[0], qrs_inds=peak_inds, fs=fs)\n",
    "\n",
    "    N=sig.shape[0]\n",
    "\n",
    "    fig, ax_left=plt.subplots(figsize=figsize)\n",
    "    ax_right=ax_left.twinx()\n",
    "\n",
    "    ax_left.plot(sig, color='#3979f0', label='Signal')\n",
    "    ax_left.plot(peak_inds, sig[peak_inds], 'rx', marker='x', color='#8b0000', label='Peak', markersize=12)#画出标记\n",
    "    ax_right.plot(np.arange(N), hrs, label='Heart rate', color='m', linewidth=2)#画出心律，y轴在右边\n",
    "\n",
    "    ax_left.set_title(title)\n",
    "\n",
    "    ax_left.set_xlabel('Time (ms)')\n",
    "    ax_left.set_ylabel('ECG (mV)', color='#3979f0')\n",
    "    ax_right.set_ylabel('Heart rate (bpm)', color='m')\n",
    "    #设置颜色使得和线条颜色一致\n",
    "    ax_left.tick_params('y', colors='#3979f0')\n",
    "    ax_right.tick_params('y', colors='m')\n",
    "    if saveto is not None:\n",
    "        plt.savefig(saveto, dpi=600)\n",
    "    plt.show()\n",
    "\n",
    "#加载ECG信号\n",
    "record=wfdb.rdrecord('100', sampfrom=0, sampto=10000, channels=[0], pn_dir='mitdb/')\n",
    "\n",
    "#使用gqrs算法定位qrs波位置\n",
    "qrs_inds=processing.gqrs_detect(sig=record.p_signal[:, 0], fs=record.fs)\n",
    "\n",
    "#画出结果\n",
    "peaks_hr(sig=record.p_signal, peak_inds=qrs_inds, fs=record.fs, title='GQRS peak detection on record 100')\n",
    "\n",
    "#修正峰值，将其设置为局部最大值\n",
    "min_bpm=20\n",
    "max_bpm=230\n",
    "#使用可能最大的bpm作为搜索半径\n",
    "search_radius=int(record.fs*60/max_bpm)\n",
    "corrected_peak_inds=processing.correct_peaks(record.p_signal[:, 0], peak_inds=qrs_inds, search_radius=search_radius, smooth_window_size=150)\n",
    "\n",
    "#输出结果\n",
    "print('Uncorrected gqrs detected peak indeices:',sorted(qrs_inds))\n",
    "print('Corrected gqrs detected peak indices:', sorted(corrected_peak_inds))\n",
    "peaks_hr(sig=record.p_signal, peak_inds=sorted(corrected_peak_inds), fs=record.fs, title='Corrected GQRS peak detection on record 100')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Learning initial signal parameters...\n",
      "Found 8 beats during learning. Initializing using learned parameters\n",
      "Running QRS detection...\n",
      "QRS detection complete.\n",
      "51 reference annotations, 51 test annotations\n",
      "\n",
      "True Positives (matched samples): 51\n",
      "False Positives (unmatched test samples): 0\n",
      "False Negatives (unmatched reference samples): 0\n",
      "\n",
      "Sensitivity: 1.0000 (51/51)\n",
      "Positive Predictivity: 1.0000 (51/51)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tlw/.local/lib/python3.8/site-packages/wfdb/processing/evaluate.py:365: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sig, fields=wfdb.rdsamp('100', channels=[0], sampto=15000, pn_dir='mitdb/')\n",
    "ann_ref=wfdb.rdann('100', 'atr', sampto=15000, pn_dir='mitdb/')\n",
    "\n",
    "#使用XQRS算法\n",
    "xqrs=processing.XQRS(sig=sig[:,0], fs=fields['fs'])\n",
    "xqrs.detect()\n",
    "#这里还可以直接使用xqrs_detection\n",
    "#qrs_inds=processing.xqrs_detect(sig=sig[:,0], fs=fields['fs'])\n",
    "\n",
    "#下面进行算法的结果和注释中的结果相对比\n",
    "#注意：在100.atr中的qrs注释第一个数是18，而18这个位置上并没有峰值，真正的第一个峰值是在第二个数77开始的所以是[1:]\n",
    "comparitor=processing.compare_annotations(ref_sample=ann_ref.sample[1:],#见上面注释\n",
    "                                          test_sample=xqrs.qrs_inds,\n",
    "                                          window_width=int(0.1*fields['fs']),\n",
    "                                          signal=sig[:,0])\n",
    "\n",
    "#输出结果\n",
    "comparitor.print_summary()\n",
    "fig=comparitor.plot(title='XQRS detected QRS vs reference annotations',return_fig=True)\n",
    "# display(fig[0])\n",
    "plt.show(fig[0])#这一步必须加，不然图片会一闪而逝"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
